{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# XXX(作业名称)\n",
    "\n",
    "---\n",
    "个人信息:  \n",
    "- 姓名: 王续龙\n",
    "- 年级: 202052320114\n",
    "- 专业: 智能科学与技术\n",
    "- 班级:1班\n",
    "---\n",
    "\n",
    "- 诚信守则:  \n",
    "    - 我承诺该报告内容**为我个人书写非直接抄袭所得。**\n",
    "    - 我**可以解释答题思路并复现我的答案。**\n",
    "    - 如无法实现以上要求，**我愿意承担由此带来的后果。**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "np.random.seed(2021) \n",
    "size=100                            \n",
    "x=np.linspace(0,50,size)\n",
    "y1=np.random.randn(size)           \n",
    "y2=np.random.rand(size)             \n",
    "plt.plot(x,y1)\n",
    "plt.plot(x,y2)\n",
    "y1=plt.savefig('out.png',bbox_inches='tight')\n",
    "\n",
    "\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
